{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# User's Guide, Chapter 56: Segmented and Approximate Search\n",
    "\n",
    "Previously we have looked at ways of finding passages of notes within a single score, but what if we want to search across scores, or find only approximate matches?  The :ref:`music21.search <moduleSearchBase>` and :ref:`music21.search.segment <moduleSearchSegment>` modules have tools for making this possible.  Let's load up a piece by Palestrina to start:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AO4gg5QPAZ4ibCt1wf7KNzTPznkQMUNmo1VT3qi/rOVtmlOpUGbfXWf/WzP+H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\nNof4/vOT+w2T1+4gRkCXsubRuHD1I+IksyxbEj1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i194yotHFW5h8EXwlcaJyPNFAQZIk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/jNJCrSvVTALwO+SXRRWgv8neLc8RpvBtjr6QCipUbe9r2OGETm/k2fyQ4m9YwSy5JWJpe0me45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\nRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 441,
       "width": 748
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from music21 import *\n",
    "\n",
    "pal = corpus.parse('palestrina/Agnus_0')\n",
    "pal.measures(0, 7).show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It looks like the opening motive in the first part (let's call it \"Cantus\" even though it's unlabeled) will reoccur in the Tenor, and maybe elsewhere in the piece.  Let's divide the score up into four-note segments:"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
